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ResearchFormerly WizWand

Image Classification on CIFAR-100-LT IR=100 (test)

55.9AccuracyBalPoE
38.11642.73347.3551.967Jun 10, 2022
Updated 8mo ago

Evaluation results

MethodLinks
BalPoEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.0655.9
BalPoEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Standard2022.0654.7
NCLBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.0654.2
SADEBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.0652.2
Uniform BalPoEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0652
BalPoEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0652
PaCoBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.0652
BCLBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Standard2022.0651.9
CMO+BSBackbone=ResNet-32, Data Augmentation=Stronger, Training Duration=Longer2022.0651.7
SADEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0649.8
ACEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0649.6
TLCBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0649
RIDEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0648
DRO-LTBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0647.3
LA**Backbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0647
MISLASBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0647
CMO+BSBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0646.6
SSDBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0646
UniMix+BayiasBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0645.5
LADEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0645.4
DiVEBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0645.4
BSBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0643.9
LDAM-DRWBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0642
CB-FocalBackbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0639.6
CE*Backbone=ResNet-32, Data Augmentation=Standard, Training Duration=Standard2022.0638.8